Systems Lab

Agent skill

icp-matrix-builder

Build comprehensive Ideal Customer Profile matrices that define exactly who to target.

dormantSelf-containedInstructions only1,943 words

Filed under Prospecting and list building.

From kenny589/gtm-flywheel · 15 skills · 63 · pushed 2026-02-17

What it does when it runs

Build comprehensive Ideal Customer Profile matrices that define exactly who to target. Tiering frameworks, scoring models, and segmentation strategies for precision outbound.

Read from the skill and the 0 files bundled beside it. A skill’s own description is written to be selected by an agent, so it describes the job and not the dependencies.

Keys and connectors you must supply
None found.
Hosts it reaches
No third-party host appears in the skill or its bundled files.
Tool permissions it declares
No allowed-tools in the frontmatter. It only issues instructions, so there is nothing to bound.
Actions present in the files
None. Instructions only.

Ask about icp-matrix-builder

Opens your assistant with this page's verified links already in the prompt.

Is this safe to install?ClaudeChatGPT
Adapt it to my stackClaudeChatGPT
What else do I need for it to workClaudeChatGPT
Rather ask a human? Talk to Cheetah
git clone --depth 1 --filter=blob:none --sparse https://github.com/kenny589/gtm-flywheel.git /tmp/gtm-flywheel
git -C /tmp/gtm-flywheel sparse-checkout set "icp-research/icp-matrix-builder"
mkdir -p ~/.claude/skills/icp-matrix-builder
cp -R "/tmp/gtm-flywheel/icp-research/icp-matrix-builder/." ~/.claude/skills/icp-matrix-builder/

Picked up without a restart. A project skill of the same name is shadowed by your personal one. For one repository only, swap ~/.claude/skills for .claude/skills. Claude Code docs ↗

The folder is the same in every client that implements the format — 46 of them — so if yours is not above, only the destination changes.

Reproduced in full from kenny589/gtm-flywheel/blob/ba67446418663737a00274819dc2bf68c0da2c31/icp-research/icp-matrix-builder/SKILL.md, which is licensed MIT (repository). 1,943 words, 30 headings.

ICP Matrix Builder

When to Use

  • Launching outbound for a new company or product line
  • Refining targeting after initial campaign data comes in
  • Expanding into new verticals or market segments
  • Building the foundation for any lead generation or ABM campaign

Framework

What an ICP Matrix Is (And Isn't)

An ICP Matrix is a structured scoring document that ranks and segments your ideal buyers across multiple dimensions. It's the bridge between "we sell to B2B companies" and "we target Series B SaaS companies with 100-500 employees who just hired their first VP of Sales."

It IS:

  • A living document that evolves with campaign data
  • A scoring framework that makes targeting decisions objective
  • A segmentation tool that enables personalized outreach at scale

It is NOT:

  • A one-time exercise you do during onboarding and forget
  • A single persona description
  • A firmographic filter (company size + industry alone is not an ICP)

The 5 Dimensions of an ICP Matrix

Every complete ICP Matrix scores prospects across five dimensions:

Dimension 1: Firmographic Fit

Does the company match your ideal customer profile structurally?

AttributeTier 1 (Best)Tier 2 (Good)Tier 3 (Acceptable)Disqualified
Company sizeDefine rangeDefine rangeDefine rangeToo small/large
RevenueDefine rangeDefine rangeDefine rangeOutside range
IndustryPrimary verticalsAdjacent verticalsEmerging fitNo fit
GeographyPrimary marketsSecondary marketsExpansion marketsRestricted
Business modelExact matchSimilarAdaptableIncompatible
Growth stageIdeal stageAdjacent stagesPossible fitWrong stage

How to fill this in:

  1. Start with your best 10 customers — what do they have in common?
  2. Look at your worst 10 customers — what disqualified them (in hindsight)?
  3. The patterns that appear in your best but NOT your worst = your Tier 1 criteria

Dimension 2: Technographic Fit

Does their tech stack indicate they're a good fit?

AttributeSignal StrengthWhy It Matters
Uses your integration partnersStrongLower friction to adopt
Uses a competitorStrongActive buyer, proven budget
Tech stack complexity matchesMediumRight sophistication level
Recently adopted adjacent toolsMediumActive buying cycle
No relevant tech stackWeakMay not understand the category

Dimension 3: Buying Intent Signals

Is this company likely to be in-market right now?

SignalIntent LevelScoring Weight
Hiring for the role your product servesVery High5x
Recent funding roundHigh4x
Competitor evaluation (G2, review sites)Very High5x
Content consumption (webinars, guides)Medium-High3x
Website visits (if tracking available)High4x
Leadership change in relevant deptMedium2x
No detectable intentLow1x

Dimension 4: Persona Mapping

Who within the company should you target?

For each ICP tier, define 2-3 target personas:

Persona AttributeWhat to Define
Title patternsVP Sales, Director of Revenue, Head of Growth (include variants)
DepartmentSales, Marketing, RevOps, Growth
Seniority levelC-Suite, VP, Director, Manager
Decision roleEconomic buyer, Champion, Influencer, Blocker
Pain points3-5 specific, measurable pains this persona faces
Buying triggersWhat events push them to evaluate solutions
Success metricsWhat KPIs they're measured on
Common objectionsTop 3-5 reasons they say no

Dimension 5: Engagement Readiness

How likely is this company to respond to outbound?

FactorHigh ReadinessLow Readiness
Previous interactionsEngaged before (event, content, trial)Cold — no prior touchpoint
Outbound receptivenessSMB/mid-market, growth-stageEnterprise, heavily gatekept
Channel preferenceActive on LinkedIn, responsive to emailDark social, unreachable online
Sales cycle length< 60 days6+ months
Committee size1-3 decision makers5+ stakeholders

The Tiering Framework

After scoring all five dimensions, segment accounts into tiers:

TierCriteriaOutreach StrategyVolume
Tier 1: Bullseye4-5 dimensions score "Strong"Hyper-personalized, multi-channel, 8+ touches5-10% of list
Tier 2: Strong Fit3-4 dimensions score "Strong"Signal-based personalization, email-first20-30% of list
Tier 3: Good Fit2-3 dimensions score "Strong"Bucket personalization, email-only40-50% of list
Tier 4: Stretch1-2 dimensions score "Strong"Test with small batch, generic angle10-20% of list
Disqualified0 dimensions score "Strong" OR has a DQ flagDo not contactRemove from list

Disqualification triggers (immediate removal regardless of other scores):

  • Company too small to have budget
  • Industry you can't serve
  • Already a customer
  • Competitor or partner (unless intentional)
  • Bad data (no valid email, wrong person)

Building the Matrix: 6-Step Process

Step 1: Analyze Your Best Customers

Pull your top 10-20 customers by: revenue, retention, NPS, speed-to-close, or expansion rate.

For each, document:

  • Firmographics (size, revenue, industry, geo)
  • What triggered them to buy
  • Who the champion was (title, seniority)
  • How long the sales cycle took
  • What their tech stack looked like at purchase

Step 2: Analyze Your Worst Customers

Pull 10-20 churned or low-value customers. Document the same attributes.

The gap between best and worst = your ICP definition.

Step 3: Identify Scoring Patterns

Look for attributes that appear in 70%+ of your best customers but less than 30% of your worst:

Best Customers Pattern Analysis:
- 80% were Series A-B stage → Weight: High
- 75% had 50-200 employees → Weight: High
- 70% were hiring SDRs when they bought → Weight: Very High
- 60% were in B2B SaaS → Weight: Medium-High
- 50% had a VP Sales title as buyer → Weight: Medium

Step 4: Build the Scoring Model

Assign point values to each attribute:

DimensionAttributeTier 1 PointsTier 2 PointsTier 3 Points
Firmographic50-200 employees1052
FirmographicB2B SaaS842
TechnographicUses Salesforce631
IntentHiring SDRs1052
IntentRecent funding842
PersonaVP Sales title631

Total possible: Sum of all Tier 1 points Tier thresholds: Tier 1 = 80%+, Tier 2 = 60-79%, Tier 3 = 40-59%, Below 40% = DQ

Step 5: Validate with Campaign Data

After running your first campaigns, compare:

  • Positive reply rate by ICP tier
  • Meeting rate by ICP tier
  • Close rate by ICP tier

If Tier 2 accounts are outperforming Tier 1, your scoring model needs adjustment. The data will tell you which attributes actually predict buying behavior vs. which ones you assumed would.

Step 6: Iterate Quarterly

Every quarter, re-run the analysis:

  • Which attributes correlated with closed deals?
  • Which new signals appeared in your best customers?
  • Has your product evolved to serve a different segment better?

Update the matrix. Adjust scoring weights. Re-tier your target accounts.


Multiple ICP Segments

Most companies have 2-4 distinct ICP segments. Each needs its own matrix:

ICP Segment Map:
├── Segment A: "Growth-Stage SaaS" (Primary)
│   ├── Company: 50-500 employees, Series A-C, B2B SaaS
│   ├── Buyer: VP Sales / Head of Growth
│   └── Trigger: Hiring SDRs or scaling outbound
│
├── Segment B: "Agency Scaling" (Secondary)
│   ├── Company: 10-50 employees, digital agency, $2M-$10M revenue
│   ├── Buyer: Founder / CEO
│   └── Trigger: Hit referral ceiling, need predictable pipeline
│
└── Segment C: "Enterprise RevOps" (Emerging)
    ├── Company: 500-5000 employees, tech or professional services
    ├── Buyer: Director of RevOps / VP Sales Operations
    └── Trigger: Tech consolidation or efficiency mandate

Rule: Each segment gets its own campaigns, its own copy, and its own personalization strategy. Never blend segments in a single campaign.

Templates

ICP Matrix Template

# ICP Matrix: {{Company/Product Name}}
# Version: {{version}} | Last Updated: {{date}}

## Segment: {{segment_name}}

### Firmographic Profile
| Attribute | Tier 1 | Tier 2 | Tier 3 | DQ |
|-----------|--------|--------|--------|----|
| Company size | ___ | ___ | ___ | ___ |
| Revenue | ___ | ___ | ___ | ___ |
| Industry | ___ | ___ | ___ | ___ |
| Geography | ___ | ___ | ___ | ___ |
| Business model | ___ | ___ | ___ | ___ |
| Growth stage | ___ | ___ | ___ | ___ |

### Target Personas (Ranked by Priority)
| Rank | Title Pattern | Seniority | Decision Role | Key Pain |
|------|--------------|-----------|---------------|----------|
| P1 | ___ | ___ | ___ | ___ |
| P2 | ___ | ___ | ___ | ___ |
| P3 | ___ | ___ | ___ | ___ |

### Intent Signals (Ranked by Weight)
| Signal | Weight (1-5) | Detection Source |
|--------|-------------|-----------------|
| ___ | ___ | ___ |
| ___ | ___ | ___ |
| ___ | ___ | ___ |

### Scoring Thresholds
| Tier | Min Score | Outreach Strategy |
|------|-----------|-------------------|
| Tier 1 | ___ | ___ |
| Tier 2 | ___ | ___ |
| Tier 3 | ___ | ___ |
| DQ | Below ___ | Do not contact |

### Validation Metrics (Update Quarterly)
| Metric | Tier 1 | Tier 2 | Tier 3 |
|--------|--------|--------|--------|
| Positive reply rate | ___ | ___ | ___ |
| Meeting rate | ___ | ___ | ___ |
| Close rate | ___ | ___ | ___ |
| Avg deal size | ___ | ___ | ___ |

Tips

  • Your ICP is not who you CAN sell to — it's who you SHOULD sell to. The narrower your ICP, the higher your conversion rates.
  • Start with 1 segment, not 4. Validate one ICP completely before expanding to adjacent segments.
  • The #1 mistake in ICP development: using only firmographic data. A 100-person SaaS company that just raised Series B and is hiring 5 SDRs is a completely different prospect than a 100-person SaaS company that's been flat for 3 years. Same firmographics, wildly different intent.
  • Interview your sales team. They know which deals close fast and which are painful — that pattern recognition is your ICP definition.
  • If you don't have 10 customers to analyze yet, start with competitor customer analysis. Who are THEIR best customers? That's your starting ICP.
  • Update your matrix every time you close (or lose) a significant deal. What did you learn? Did it match your scoring model?

Progressive disclosure: load industry-specific ICP templates and scoring benchmarks only when building a matrix for a specific vertical.

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

Need help setting it up?

This page tells you what icp-matrix-builder does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

Book a call →

The directory stays free. There is nothing gated behind this.